DocumentCode :
2702785
Title :
Multi-Sensor Spectro-Temporal Comb Filtering for Speech Enhancement
Author :
Demiroglu, Cenk ; Anderson, David V. ; Clements, Mark A. ; Barnwell, T.
Author_Institution :
Dept. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Volume :
4
fYear :
2007
fDate :
15-20 April 2007
Abstract :
Comb filters are popular in the speech enhancement field because of their ability to suppress noise in the voiced speech spectrum without degrading the speech quality. Adaptive comb filters (ACF) can suppress significant amounts of noise in voiced speech using the quasiperiodic properties of the voiced speech sounds. However, they rely on accurate voicing and pitch epoch detection, which is challenging at low SNRs and in nonstationary noise conditions. Here, we propose using a non-acoustic auxiliary sensor for detecting the pitch epochs and voicing. Experiment results with the ACF filter showed practically no noise reduction when noisy speech is used for pitch epoch and voicing detection. However, when the auxiliary sensor signal is used, significant improvements are obtained. Therefore, it is shown that the ACF system becomes useful, at least under the considered noise conditions, only if the auxiliary data is available. In addition to the dramatic gain with the auxiliary sensors, performance of the ACF system is further boosted by using it in tandem with a frequency-domain ACF system proposed here. Objective measures, spectrogram analysis, and subjective listening test results clearly show substantial improvement with the tandem system compared to the time-domain ACF system.
Keywords :
adaptive filters; comb filters; sensor fusion; speech enhancement; frequency-domain adaptive comb filters; multi-sensor spectro-temporal comb filtering; nonacoustic auxiliary sensor; pitch epochs detection; spectrogram analysis; speech enhancement; speech quality; voicing detection; Acoustic noise; Acoustic sensors; Adaptive filters; Degradation; Filtering; Frequency domain analysis; Noise reduction; Performance gain; Sensor systems; Speech enhancement; comb filter; constant pitch transform; multi-sensor; speech enhancement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
ISSN :
1520-6149
Print_ISBN :
1-4244-0727-3
Type :
conf
DOI :
10.1109/ICASSP.2007.366981
Filename :
4218169
Link To Document :
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